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1,118
Workflows
7,697
Principles
16,832
Implementations
1,245
Heuristics
909
Environments
Welcome to Leeroopedia
Your ML & Data Knowledge Wiki. Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering 1000+ frameworks and libraries from training to deployment.
Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.
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| Category | Description | Browse |
|---|---|---|
| Workflows | Step-by-step processes and procedures | Browse All |
| Principles | Core ideas and foundational knowledge | Browse All |
| Implementations | Code-level details and modules | Browse All |
| Heuristics | Best practices and guidelines | Browse All |
| Environments | Setup and configuration guides | Browse All |
Explore Pages
Workflows
- Workflow:Google research Deduplicate text datasets Suffix array querying
- Workflow:Apache Kafka Broker Startup
- Workflow:Sgl project Sglang ModelOpt Quantization And Export
- Workflow:Run llama Llama index Evaluation Pipeline
- Workflow:Axolotl ai cloud Axolotl Multimodal Vision Finetuning
- Workflow:Getgauge Taiko Network Request Interception
- Workflow:DataExpert io Data engineer handbook PySpark Job Testing
- Workflow:Nightwatchjs Nightwatch E2E Test Authoring
- Workflow:Openai Openai agents python Streaming Agent Execution
- Workflow:Ggml org Llama cpp HF to GGUF Model Conversion
Principles
- Principle:Treeverse LakeFS Java SDK Client Configuration
- Principle:Zai org CogVideo Perceptual Adversarial Loss
- Principle:Openai CLIP Image Preprocessing
- Principle:Openai Openai agents python Tool Execution Loop
- Principle:Google deepmind Dm control Task Definition
- Principle:Huggingface Diffusers CI Test Reporting
- Principle:Openai Openai agents python Stream Event Consumption
- Principle:Explodinggradients Ragas Framework Message Conversion
- Principle:Togethercomputer Together python API Error Handling
- Principle:DataTalksClub Data engineering zoomcamp Schema Normalization
Implementations
- Implementation:DistrictDataLabs Yellowbrick AlphaSelection Visualizer
- Implementation:Teamcapybara Capybara Html5 Drag
- Implementation:Langgenius Dify FetchMarketplaceCollections
- Implementation:Ray project Ray Sphinx Configuration
- Implementation:Scikit learn Scikit learn CalibratedClassifierCV
- Implementation:Turboderp org Exllamav2 Ext QAttn H
- Implementation:Isaac sim IsaacGymEnvs IndustReal Sim to Real
- Implementation:FlagOpen FlagEmbedding BGE Finetune Modeling
- Implementation:NVIDIA TransformerEngine Ops Fused Backward Add RMSNorm
- Implementation:FlowiseAI Flowise Typography
Heuristics
- Heuristic:Huggingface Peft LoRA Default Configuration
- Heuristic:Roboflow Rf detr Batch Size Memory Tradeoff
- Heuristic:Hpcaitech ColossalAI Warmup Steps Heuristic
- Heuristic:Apache Spark Hardware Provisioning Tips
- Heuristic:Microsoft LoRA Fan In Fan Out Transpose
- Heuristic:Romsto Speculative Decoding Ngram Order Selection
- Heuristic:Online ml River Hoeffding Tree Grace Period Tuning
- Heuristic:Lakeraai Pint benchmark Use Balanced Accuracy For Imbalanced Datasets
- Heuristic:Openai CLIP Class Name Curation
- Heuristic:Unslothai Unsloth Gradient Checkpointing Modes
Environments
- Environment:Hiyouga LLaMA Factory Distributed Training Environment
- Environment:Risingwavelabs Risingwave Java Connector Environment
- Environment:LMCache LMCache CUDA GPU Runtime
- Environment:Sktime Pytorch forecasting Core Python Dependencies
- Environment:ChenghaoMou Text dedup Python 3 12 Environment
- Environment:DataTalksClub Data engineering zoomcamp Docker PostgreSQL Python Environment
- Environment:Apache Paimon Cloud Storage Credentials
- Environment:Alibaba ROLL vLLM Inference Environment
- Environment:Junyanz Pytorch CycleGAN and pix2pix Python PyTorch Runtime
- Environment:Webdriverio Webdriverio Browser Driver Environment